Workflows Cookbooks

End-to-end examples for training and serving graphs with Workflows.

These cookbooks show how to use Workflows (Graphs API) on real tasks. Each example demonstrates a different graph type and use case.

Included Examples

Cookbook	Graph Type	Task
Banking77 Classification	Policy	Intent classification (77 classes)
Crafter Verifier	Verifier	Custom judge for RL agent traces

Policy vs Verifier

Policy graphs solve tasks - they take inputs and produce outputs:

• Banking77: {customer_message} → {intent}

Verifier graphs evaluate results - they take traces and produce scores:

• Crafter: {trace} → {score, reasoning}

Each Cookbook Includes

• An ADASTaskSet JSON dataset
• Runnable training code
• Inference examples
• Notes on judge configuration

Getting Started

1. Pick the cookbook matching your use case
2. Copy the dataset format
3. Adapt to your domain
4. Train with ADAS

Need help? Send us your dataset and we’ll walk you through it.